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Dieter Vollhardt The art of modeling in solid state physics Johannes Kepler Universität Linz; November 6, 2019 Center for Electronic Correlations and Magnetism University of Augsburg

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Page 1: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

Dieter Vollhardt

The art of modeling in solid state physics

Johannes Kepler Universität Linz; November 6, 2019

Center for Electronic Correlations and MagnetismUniversity of Augsburg

Page 2: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

• Modeling in the natural sciences

• Step 1: From materials to models

• Electronic correlations

• Dynamical mean-field theory

• Step 2: From models back to materials

Outline

Page 3: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

Modeling in the natural sciences

Observation Interpretation Modeling→ ↔

Page 4: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

Micro-cosmos Macro-cosmos

Observation and interpretation

• What is observed?• How to interpret it?• How can it be explained?

Fundamental research

Requires idealization and abstraction (“reductionism“) models↔

Page 5: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

The art of modeling

Weighing scale

Model (Archimedes)

Every-day use

Page 6: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

©ge

ttyi

mag

es

Spherical lodestone: model of Earth

⇒ Earth is a magnet

1600 William GILBERT of Colchester

De Magnete

(“Father of magnetism“)

1269 Pierre PELERIN de Maricourt: spherical lodestone (=magnet) has poles

The art of modeling

Earth‘s magnetic field

©Sh

utte

rsto

ck

Known since antiquity

Page 7: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

Papin (1680)

blac

inc.

com

The art of modeling

Steam engine

Every-day use

Simple models

Mechanical models: very successful

Page 8: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

Electromagnetism

The art of modeling

vortices

Allowed to discuss the displacement current, but… Maxwell equations: 1864

J. C. Maxwell (1857):"I have been grinding at … a vortical theory of magnetism and electricity which is very crude but has some merits."

electrical current of particles rotation of vortices gh opposite motion of particles above gh

(induced opposite electric current) anti-rotation transmitted to vortices kl, …

layers of particles(“rolling contact”)

“It seems to me that the test of ‘Do we or do we not understand a particular point in physics ?’ is, ‘Can we make a mechanical model of it ?’ “ Lord Kelvin (1884)

Most models are not successful

Maxwell’s mechanical model of electromagnetism: Vortices in a molecular medium

Page 9: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

The art of modeling

Bohr model of the atom Bohr (1913)

Circumference de Broglienu nλ=

+ Postulates:• discrete energies• frequency of emitted light • quantization condition for orbits

/n mE E h= −

• Correspondence principle• Semiclassical limit of quantum mechanics

Page 10: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

Example: Iron (Fe)

Microscopic view: O(1023) interacting electrons + ions

The art of modeling

Properties of solids

Macroscopic view:

How to investigate/model?

M(T)

T TC

How to understand the• origin of ferromagnetism in Fe• T-dependence of the magnetization M ?

Page 11: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

Simplest quantum model for interacting electrons in a solid:

modeling

Þ

H

eld, 2004

Theoretical investigation of materials

Fe: Interacting many-particle system Maximal simplification needed(… more art than science)

Hubbard model (1963)to explain ferromagnetism in transition metals

Page 12: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

Step 1: From materials to models

How to explain ferromagnetism in transition metals?

Page 13: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

skul

lsin

thes

tars

.com

Weiss model of magnetic domains (1906)

Alignment of “elementary magnets” in each domain due to a “molecular field“

(Weiss mean field)

Microscopic origin?

How to explain ferromagnetism in transition metals?

Page 14: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

Z. Physik 31, 253 (1925)

web

.sta

nfor

d.ed

u

Exact solution in d=1: no order (also in d=3?!)

Ising(-Lenz) model (1925)

But: Magnetism is a quantum effect Bohr (1911), van Leeuwen (1919)

How to explain ferromagnetism in transition metals?

Classical spin model

Page 15: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

Z. Physik 49, 619 (1928)

But: Electrons are mobile Bloch (1929)

Heisenberg model (1928)

Weiss molecular field originates fromquantum-mechanical exchange processes

com

plex

ity-

cove

ntry

.org

must include their kinetic energy + Coulomb interaction

How to explain ferromagnetism in transition metals?

Quantum spin model

Page 16: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

Next year: Hubbard model ??

Not for another 34 years!

1929

Development of many-body theory for condensed matter:

• Field-theoretic/diagrammatic methods (Feynman 1949)

• Superconductivity (Bardeen, Cooper, Schrieffer 1957)

• Single-impurity model (Anderson 1961)

• Elementary excitations/quasiparticles, Fermi liquid theory (“Standard model of condensed matter physics“) (Landau 1956)

Page 17: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

U

Non-interactingconduction (s-) electrons

+Immobile d-electrons with

interaction U on a single site ("impurity")

Single-impurity Anderson model Anderson (1961)

t

Page 18: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

Us,d-hybridization V

+

• Characteristic 3-peak structure• non-perturbative energy scale("Kondo physics")

Bulla, Hewson, Pruschke (1998)

Single-impurity Anderson model Anderson (1961)

Non-interactingconduction (s-) electrons

+Immobile d-electrons with

interaction U on a single site ("impurity")

t

Page 19: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

Two fundamental unsolved problems

Beginning of the 1960s

Ni,V 3d electrons form narrow bands (“correlated”): How to model?

Tem

pera

ture

(K)

Pressure (4 kbar/division)

Page 20: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

Electronic Correlations

Page 21: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

AB A B≠

quantifies correlations

AB A B−

Correlations are present when

Wigner (1934)

Definition of electronic correlations (I): Effects beyond factorization of the interaction (Hartree-Fock)

e.g., 2( ) ( ') ( ) ( ')n n n n n≠ =r r r r

Page 22: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

Narrow band systems :

Interaction correlations magnetismkin intW E E<

Pauli principle

Page 23: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

Unusual properties of correlated electron materials

• huge resistivity changes• gigantic volume anomalies• colossal magnetoresistance

• high-Tc superconductivity

• correlated metallic behavior at interfaces of insulators, …

• sensors, switches• thermoelectrics• high-Tc superconductor devices• functional materials: oxide heterostructures, …

Interesting for technological applications:

• How to explain these properties?• What is the minimal model?

Page 24: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

Diagonal in momentum space(waves)

Diagonal in position space(particles)

,

, UH n D D n nσσ

ε ↑ ↓= + =∑ ∑k i i i ik i

k

Gutzwiller (1963)Hubbard (1963)Kanamori (1963)• tight binding

• extreme screening: local interaction allowedby Pauli principle

no classical analogue

Hubbard model

Minimal lattice model for correlated electrons

• How to solve?• No fully numerical solutions possible• Find good approximation (mean-field?)

Single-band model:

Page 25: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

1. Construction by factorization

- Spin models (finite range interaction), e.g., IsingFactorization Weiss MFT

Mean-Field Theory (MFT)

- Spin S- Degeneracy N- Range of interaction R - Spatial dimension d or coordination number Z

}2. Construction by exaggeration

→∞

Hypercubic lattices: Z=2d

- Electronic models (local interaction), e.g., HubbardFactorization Hartree MFT

Ising model: all yield Weiss MFT

n n n n↑ ↓ ↑ ↓→i i i i

S S S S→i j i j

Page 26: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

Mean-field theory of the Hubbard model

( )ωΣ

Metzner, DV (1989)

, ,σ σ

σ↑ ↓= +− ∑ ∑H c c n nt Ui j i i

i j i

Purely local interaction:independent of d,Z

,d Z→∞→ • what simplifications arise ?• what type of MFT ?

n n n n↑ ↓ ↑ ↓≠i i i i

Quantum fluctuations neglected static (no correlations)

Local quantum fluctuations always present dynamic

No factorization: very different from Hartree-Fock

Page 27: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

Mean-field theory of the Hubbard model

( )ωΣMüller-Hartmann (1989)

Janiš (1991)

Metzner, DV (1989)

, ,σ σ

σ↑ ↓= +− ∑ ∑H c c n nt Ui j i i

i j i

Strong diagrammaticsimplifications

Purely local interaction:independent of d,Z

Page 28: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

mutuallydependent

Self-consistent mean-field theory

Georges, Kotliar (1992), Jarrell (1992)

( )ωΣ

Mean-field theory of the Hubbard model

Janiš (1991)Self-consistent mean-field theory

, ,σ σ

σ↑ ↓= +− ∑ ∑H c c n nt Ui j i i

i j i

Metzner, DV (1989)

Purely local interaction:independent of d,Z

Dynamical mean-field theory (DMFT)

Hubbard model single-impurity Anderson model+ self-consistency condition

→∞→,d Z

Strong diagrammaticsimplifications

Page 29: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

DMFT:

• Fully dynamical, but mean-field in position space

• New type of MFT for quantum particles

DMFT of the Hubbard model: Summary

,d Z →∞• Exact in

( , )ωΣ k ( )ωΣKotliar, DV (2004)

Page 30: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

Characteristic features of DMFT

U

EEd+U/2Ed-U/2

U

Ed

Atomic limit (no kinetic energy)

( , )ωΣ k ( )ωΣ

Density of states/Spectral function

Kotliar, DV (2004)

Page 31: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

EEd+U/2Ed-U/2

U

Ed

lowerHubbard bandincoherent

upperHubbard bandincoherent

Excitations at Fermi level

(quasiparticles)

fermions (with kinetic energy)

U( , )ωΣ k ( )ωΣ

Kotliar, DV (2004)

Characteristic features of DMFT

Density of states/Spectral function

coherent

Page 32: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

U

Experimentallydetectable

(PES, ARPES, …)

Definition of electronic correlations (II):• transfer of spectral weight• finite lifetime of excitations

U( , )ωΣ k ( )ωΣ

Kotliar, DV (2004)

Characteristic features of DMFT

Density of states/Spectral function

Page 33: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

Application of DMFTMott metal-insulator transition

Page 34: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

Intermediate-coupling problemin

sula

tor

met

al

lowerHubbard band

upperHubbard band

quasiparticles

Mott metal-insulator transition

Page 35: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

ParamagneticMott insulator

P←Kotliar, DV (2004)

Mott metal-insulator transition: phase diagram

V2O3κ-organics, ...

Page 36: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

V2O3

P →McWhan, Menth, Remeika, Brinkman, Rice (1973)

ParamagneticMott insulator

Fermi liquid

Critical point

P →Kotliar, DV (2004)

V2O3κ-organics, ...

U←

Mott metal-insulator transition: phase diagram

Page 37: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

Pustogow, Rösslhuber, Tan, Uykur, Böhme, Löhle, Hübner, Schlueter, Dressel, Dobrosavljević(arXiv:1907.04437)

U

ParamagneticMott insulator

Fermi liquid

Critical point

P →Kotliar, DV (2004)

V2O3κ-organics, ...

Mott metal-insulator transition: phase diagram

Page 38: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

Step 2: From models back to materialsApplication of DMFT to correlated materials

Page 39: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

Combination ?

, GGA

Non-perturbative approaches for real materials

UHel

d (2

004)

Hel

d (2

004)

Page 40: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

+Local electronic correlations

Double counting correction

(Many-body theory: DMFT)

LDA+DMFTAnisimov, Poteryaev, Korotin, Anokhin, Kotliar (1997)Lichtenstein, Katsnelson (1998)

Material specific electronic structure(Density functional theory: LDA)

Computational scheme for correlated electron materials

=

-

Simplest approach:

Page 41: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

Early application of DFT+DMFT

(Sr,Ca)VO3: 3d1 system

Page 42: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

TheoryElectronic structure

180V VO∠ − − = °

162V VO∠ − − ≈ °

No correlation effects/spectral transfer

Page 43: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

LDA+DMFT results

Constrained LDA:U=5.55 eV, J=1.0 eV

k-in

tegr

ated

spe

ctra

l fun

ctio

n A

(ω) , CaVO3

Osaka – Augsburg – Ekaterinburg collaboration:Sekiyama et al. (2004)

Pavarini et al. (2004)

Spectral function ( , )A ωkSrVO3:

Byczuk et al. (2007)

LDA

LDA+DMFT

Electronic correlations • band narrowing• quasiparticle damping

Page 44: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

occupied states unoccupied states

LDA+DMFT for (Sr,Ca)VO3: Comparison with experiment

Correlation-induced3-peak structure

confirmed

Sekiyama et al. (2004, 2005) [Osaka – Augsburg – Ekaterinburg collaboration]

Page 45: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

One-band Hubbard model on a generalized fcc lattice ( )Z →∞

Paradox “spins vs. electrons” reconciled

Curie-WeissBrillouin-function-typeferromagnetism of itinerantelectrons with non-integer magneton #

Intermediate-coupling problem

TC

Application of DMFTMetallic ferromagnetism

mean-field critical exponents

( ) , ( )c F cM T T T Tβ γχ −∝ − ∝ −

1 , 12

β γ= =

Ulmke (1998)

Page 46: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

Ulmke (1998)

Curie-Weiss

mean-field critical exponents

( ) , ( )c F cM T T T Tβ γχ −∝ − ∝ −

LDA+DMFT

Microscopic origin of exchange interactions in Fe

Fe,Ni

TC

Lichtenstein, Katsnelson, Kotliar (2001)

Kvashnin et al. (2016)

One-band Hubbard model on a generalized fcc lattice ( )Z →∞

Brillouin-function-typeferromagnetism of itinerantelectrons with non-integer magneton #

1 , 12

β γ= =

0.35, 1.33β γ≈ ≈Exp.:

Application of DMFTMetallic ferromagnetism

Page 47: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

Ulmke (1998)

Curie-Weiss

mean-field critical exponents

( ) , ( )c F cM T T T Tβ γχ −∝ − ∝ −

LDA+DMFT Fe at Earth’s core conditions

TC

Hausoel et al. (2017)Pourovskii (2019)

One-band Hubbard model on a generalized fcc lattice ( )Z →∞

Brillouin-function-typeferromagnetism of itinerantelectrons with non-integer magneton #

1 , 12

β γ= =

astr

obob

.are

avoi

ces.

com

Application of DMFTMetallic ferromagnetism

Page 48: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

- transition-metal oxides- f-electron systems- cuprates, iron pnictides, …

Jacob, Haule, Kotliar (2009,2010)al-Badri et al. (arXiv:1811.05739)

Molecular electronics, quantum chemistry, ligand binding

Bulk materials

Heterostructures, interlayers, surfaces

Assm

ann

et a

l.(2

013) Okamoto, Millis (2004)

Janson, Held (2018)

Ni dimer

Cu nanowire Cu nanowire

Lechermann (2018)

DMFT: Applications from bulk matter to heterostructures

Lech

erm

ann

(201

8)

Page 49: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

ca. 150 lecture notes freely available on:https://www.cond-mat.de/events/correl.html

Page 50: Center for Electronic Correlations and Magnetism University of … · 2019-11-12 · • Dynamical mean-field theory ... and electricity which is very crude but has some merits."

DMFT: Generic mean-field theory of correlated electrons Wide field of applications

http://gamediv1.weebly.comHemberger et al. (2002)

Bruker: EPR in Life SciencePauli, Willmott (2008)

±∞

Perfetti et al. (2006)

Pustogow et al, arXiv:1907.04437